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How to Fix AI-Generated Slides: Make Every Slide Earn Its Place

A generated deck looks done long before it is. Here's how to edit one so every slide has a job, a title worth defending and a layout people can read.

TLDR: AI tools produce decks that look finished, but a topic label and four bullets on every slide tells the audience nothing about what matters. Give each slide one job, rewrite titles as claims the slide can prove, trim the text in separate passes, and check readability before you present.
5jobs a slide can have: inform, prove, decide, transition, ask. A Future Factors working test.
21.2 vs 41.5average words per slide in the assertion-evidence and topic-and-bullet decks of a 2013 study of 110 students (Garner and Alley).
4.5:1minimum contrast ratio for normal text under WCAG 2.2 level AA.

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The Short Version

Audit first, design second. Name each slide’s job, cut or merge any slide that can’t name one, rewrite titles as claims and check every claim against its slide, then trim text and run the readability checks. You own the argument and every number.

Why AI-generated slides look finished before they are

Generated decks tend to share a look. Every slide gets a topic label for a title, a handful of bullets underneath and a tidy image on one side, and the whole thing arrives looking finished. What it doesn’t come with is any signal about which slide matters, what each slide is for, or whether the sentence on it is true.

That’s why the first read of a generated deck is misleading. The fonts match, the spacing is even and the sentences are grammatical, which is how finished work usually looks. But a title like “Key Considerations” doesn’t claim anything, so there’s nothing to agree with or push back on, and the audience has nothing to remember it by. The fix is to give every slide one job before you polish anything, and to make its title say something.

A manager opens a generated update for the leadership team and scrolls through it. Overview, Background, Current State, Key Considerations, Next Steps. Each slide carries four bullets of roughly equal weight, and the decision she needs from the room is somewhere in the middle of slide six. Nothing in the deck is exactly wrong. It just doesn’t tell the room where to look.

This guide starts at that point, with a deck an AI tool has already produced in Copilot, Gemini, Gamma, Canva or anything similar. It’s about editing rather than making: a test that gives each slide one job, an audit, a prompt that rewrites titles into claims, a four-step rescue sequence, a readability checklist and a pre-presentation question set. Vendor details were checked against the vendors’ own help pages on October 8, 2026, and tools change, so confirm anything you depend on.

It doesn’t cover planning the story before you generate, which is what our story-first guide is for, or the prompt-by-prompt walkthrough in how to use ChatGPT to create a presentation. It also isn’t a tool comparison.

The one slide, one job test

The edit starts with one question per slide: what is this slide for? Most generated slides can’t answer that, because the tool was asked for a deck about a topic, not for a sequence of jobs. So the test is short to state. Every slide gets exactly one job from a short list, and a slide that can’t name its job is cut, merged into a neighbour or rebuilt.

The five jobs a slide can have

JobWhat the slide is forWhat a good title sounds likeWhat the slide needs on it
InformGive the room a fact or a piece of context it needs before the next slide makes senseOur onboarding now runs in two stages instead of threeOne fact, one visual or short list that carries it
ProveShow the evidence behind a claim you’re about to rely onPilot teams finished the report in less timeThe chart or figure, with its source and date, where people can see it
DecidePut options in front of the room and make clear a choice is neededWe need to choose between two rollout datesTwo or three options, the trade-off, and your recommendation
TransitionMove the room from one part of the argument to the nextThat covers what happened, now the costVery little. Often a title and nothing else
AskState what you want from the people in the roomI’d like approval to extend the pilot to two more teamsThe request, the owner, the date, and what happens if the answer is no

A Future Factors working test based on our own judgment, not a research-validated model. Examples are placeholders for the format; use your own claims.

Different roles lean on different jobs. A manager asking for budget mostly needs prove and ask slides, with the decide slide unmistakable. An L&D lead presenting a programme update will have more inform and transition slides, which is fine if each earns it. An HR lead explaining a policy change often has one decide slide hiding among the inform slides, and finding it is half the work.

The One Job Rule

Every slide gets exactly one job, and a slide that can’t name its job gets cut, merged or rebuilt.

The three fixes mean different things in practice:

  • Cut when the slide repeats something already shown or only introduces the section.
  • Merge when two slides share a job and one fact would do.
  • Rebuild when the job is real but the slide is wrong for it, like a prove slide of four paragraphs where one chart belongs.

Audit the deck slide by slide before you touch the design

Do the audit on paper or in an outline view before touching the design. It’s tempting to nudge fonts and colours first because that’s the visible mess, but there’s no point polishing a slide you’re about to delete. Go through the deck once, filling in one row per slide.

Slide audit table, filled in for a quarterly update deck

SlideJobTitle as writtenClaim versionEvidence on the slideKeep / merge / cut
2NoneOverview(no claim)Agenda bulletsCut. The first slide already says where this is going
3InformBackgroundThe pilot ran in [number] teams over [period]Three bullets, no figuresMerge into slide 4
4ProveCurrent StatePilot teams finished the weekly report in less timeChart with source and dateKeep, drop the text beside the chart
5ProveResultsTime saved held up in the second monthSame chart as slide 4Merge with slide 4
6DecideKey ConsiderationsWe need to choose between extending now or after the reviewFour bullets, no options laid outRebuild as two options plus a recommendation
7AskNext StepsI’d like approval to extend to two more teams by [date]Five generic bulletsRebuild around the request, owner and date

Bracketed items are placeholders for your own figures. If you can’t fill in the evidence column from what’s already on the slide, the slide isn’t ready to prove anything.

Two columns give people trouble. The claim version is a draft, because you’re finding out whether a claim exists at all. And the evidence column has to describe what’s visibly on the slide, not what you know is true somewhere in a spreadsheet. A strong claim with an empty evidence cell is the most useful finding in the audit, because it tells you whether to add the proof or soften the claim.

Expect the deck to shrink. Overview slides and repeated summaries usually go first.

Rewrite titles as claims, then check the claims

A topic label tells people what the slide is about. A claim tells them what you want them to believe after looking at it, and it gives them something to react to. “Customer churn” is a topic. “Churn dropped after the onboarding change” is a claim, and it needs a chart to back it up.

There’s research behind the habit, with limits worth knowing. In a 2013 study, 110 undergraduate engineering students heard the same talk on how MRI detects tumours, with either sentence-headline-plus-visual slides (the assertion-evidence style) or topic-title-and-bullets slides. The assertion-evidence slides averaged 21.2 words against 41.5, and that group scored higher on an essay and a delayed test and reported less mental effort.[1] It was one topic and one student sample, and the slide sets differed in several ways, so it supports the approach without proving titles alone did the work.

So treat every title as a sentence you could be asked to defend. This prompt does the first pass, with guards so it can’t quietly improve your numbers.

Prompt to paste: rewrite topic titles as claims

Below is the text of my slide deck, one slide at a time, with the current title and the content on each slide. For each slide, rewrite the title as one sentence that states the claim the slide’s content supports. Rules: do not change any number, date, name or source. Do not add facts, comparisons or causes that are not already in the slide’s text. Keep each title under 15 words. If the content on a slide cannot support a clear claim, do not invent one. Write [NO CLAIM: reason] instead and say what would be needed. Return a table with columns: slide number, title as written, claim version, the exact text on the slide that supports it, and [NO CLAIM] if flagged.

Paste the slide text beneath it, one slide at a time. A claim that quotes its own supporting text is much easier to check than one that doesn’t.

The Proof Rule

A title may only claim what the slide itself can prove.

That rule exists because an AI tool can turn a topic into a claim its slide can’t back up. It will write “Training cut onboarding time” over a slide that only shows completion rates, because the sentence sounds right for a deck about training. The check is yours: read each claim next to its slide and ask whether a sceptical colleague could confirm it from what’s on the screen. If not, change the claim, add the evidence or move the slide to an appendix. For a fuller method on checking AI output, our fact-checking workflow covers it.

What AI does, what the presenter still owns, how it gets checked

What AI doesWhat the presenter still ownsHow it gets checked
Drafts layouts and rewrites topic labels into claim titlesThe argument: what the deck is trying to get the room to believe or doRead the deck’s titles in order, with nothing else, and see if they tell the story
Trims text and suggests what to cutWhat actually gets cut, and every decision to keep a slideCompare the audit table’s keep/merge/cut column with the final deck
Turns text into a chart or tableEvery number and its source, and whether the chart shows the right comparisonTrace each figure back to the source file before presenting
Drafts speaker notes from slide contentWhat is said out loud, and how it’s deliveredRehearse once from the notes and fix anything you wouldn’t say

The split is a Future Factors working view. In an organisation with a review process, add the reviewer’s name to the third column.

If you approve decks rather than present them, the second column is the one to ask about: who owns each number? If nobody has written down who checks AI output, our guide to writing human-in-the-loop guidelines is a good place to start.

Cut the text load and fix what people see first

After the titles, the next thing a generated slide gets wrong is how much it says. The tool fills the space it was given. Researchers who study how people learn from slides and narration have long argued that extra material costs the audience something: Richard Mayer’s coherence principle holds that students learn better when extraneous material is excluded rather than included,[2] and John Sweller’s redundancy principle says that redundant material interferes with rather than facilitates learning.[3] These are learning-science principles, not a word limit, so treat them as a reason to cut and then test.

The cleanest way to do the cutting with AI is in four separate passes, one kind of change each. That also fits how the tools behave. As of October 8, 2026, Microsoft’s support page for editing with Copilot in PowerPoint says large or complex presentations may exceed system limits and that outputs may not be accurate or aligned with your intent, so review what it changes.[4] Google’s help page for Gemini in Slides says you can only generate one slide at a time.[5] Gamma’s help centre says changes from a single request are applied together and that you can’t pick and choose individual edits, and its suggested guard for layout changes is to tell the agent to keep your text exactly as written.[6]

My decision rule from those is to work in small batches and ask for one kind of change at a time. Do the thinking steps (audit and claim titles) in a chat assistant outside the deck, then make the changes deliberately, and use the in-tool assistant for layout and trimming, where you can see the result straight away. Here’s the sequence.

The four-step rescue sequence, with guards

StepPrompt to pasteGuard
1. AuditHere is the text of each slide. For each one, tell me its single job (inform, prove, decide, transition or ask), or say it has none. Recommend keep, merge or cut with a one-line reason. Do not edit anything.Read-only. You decide what the audit’s recommendations become.
2. TitlesRewrite each title as a one-sentence claim using only the content on that slide. Do not change numbers or add facts. Flag any slide whose claim the content cannot support.Compare each claim with its slide. Treat every flag as a finding.
3. Text loadKeep my text exactly as written, only change the layout. Then, for the slides I list, move supporting detail into the notes and leave a title, one visual or short list, and a source line.Do not combine this with title rewrites. One kind of change per request.
4. NotesDraft speaker notes for each slide: what I’d say in two or three sentences, using only the slide’s content, plus the one number to mention. Mark anything you inferred as [CHECK].Rehearse from them once and rewrite what sounds like you reading a script.

The wording of step 3 follows the example guard in Gamma’s help centre; check whether your tool supports an equivalent instruction before relying on it. Our 4-part prompt formula explains why the specifics in each prompt matter.

The Printed-Twice Rule

If you’re going to say it out loud, it doesn’t also need to be printed on the slide.

With the text trimmed, run a quick check on what the room will see first. Put the slide on screen for five seconds, look away, and write down what it was about.

  • Could you say the point in one sentence? If not, the title isn’t doing its job.
  • What did your eye land on first? It should be the claim or the evidence, not a logo or a stock image.
  • Could someone at the back read it? If you had to squint at a label, make it bigger or cut it.
  • Is there anything on the slide you’d skip when speaking? Move it to the notes.

That’s the five-second readability pass. It catches slides where the text got shorter but the hierarchy is still flat.

Make it readable for everyone

Readability for the room is half of it. Decks get emailed, opened on phones, read by screen reader users and printed, and generated slides don’t reliably handle any of those. The checks below use Microsoft’s PowerPoint accessibility guide,[7] its alt text guide[8] and the W3C’s WCAG 2.2,[9] all read on October 8, 2026. Most take minutes once you know where to look.

Readability and accessibility checklist

CheckWhat to doSource
Unique slide titlesGive every slide a unique, descriptive title, even a hidden one, so screen reader users can navigate by titleMicrosoft accessibility guide
Reading orderOpen the Reading Order pane and put elements in the order they should be read, because a screen reader reads objects in the order listed there, not the visual orderMicrosoft accessibility guide
Font size and styleUse 18pt or larger and a sans serif font such as Arial or Calibri, with enough white spaceMicrosoft accessibility guide
Run the checkerSelect Review, then Check Accessibility, and fix what it flags. It can’t judge whether your alt text is useful, so read it yourselfMicrosoft accessibility guide
Alt text on pictures and chartsWrite a sentence or two. For a chart, describe the insight, not just that it’s a chart. Avoid starting with ‘image of’Microsoft alt text guide
Decorative imagesMark purely decorative images as decorative so screen readers skip themMicrosoft alt text guide
Link textSay where the link goes. Avoid ‘click here’ and ‘learn more’Microsoft accessibility guide
Colour contrastAim for at least 4.5:1 for normal text (WCAG 2.2 AA) and 3:1 for large text. For the stricter AAA level, 7:1 for normal textW3C WCAG 2.2

Microsoft’s 18pt guidance and WCAG’s definition of large text are separate things. WCAG treats 18 point, or 14 point bold, as large-scale text for contrast purposes. 18pt on a slide is Microsoft’s recommended minimum, not WCAG’s threshold.

Check generated images one by one rather than assuming the tool tagged them. When the deck goes out as a file, like an L&D programme update or an HR policy explainer, the screen reader pass matters more than for a deck you present live.

The presenter and exec-readiness pass

The last pass is about the person standing at the front, or the person who has to say yes to the deck. It takes about ten minutes and catches what an AI tool can’t see, which is the room. Run it after the edits, ideally a day before.

Pre-presentation questions

QuestionWho it’s forWhy it’s worth asking
What do I want the room to decide or do by the last slide, and which slide asks for it?PresenterIf you can’t point to the ask slide, the audit isn’t finished
Read only the titles in order. Do they tell the story?Presenter and approverWeak titles show up here in under a minute
For each number, where did it come from, and can I show it?PresenterAI trims and restates figures, and a changed number is worse than a missing one
Which claim would I struggle to defend if challenged?PresenterFix it, soften it, or have the evidence ready before you walk in
If I lose five minutes, which slide goes first?PresenterIt reveals which slides didn’t have a job
Does the deck work for someone reading it later without me?L&D or HR lead sharing it as a fileNotes and alt text carry the meaning when you aren’t there

Questions for an exec readiness pass, adapted to the role. An approver can start with questions 2, 3 and 4.

Teams can set a shared standard internally: a one-page audit table and this question set will get most of the way. Where several people produce decks, practising on your own real decks with an experienced trainer shortens the learning curve and gets everyone editing to the same standard.

Pick the deck you generated most recently and haven’t presented yet. Tonight, fill in the audit table with job and claim version only, and cut or merge the first slide that can’t name its job. That alone usually changes how the rest reads. If you’re working in Copilot, our Copilot practical guide shows where it fits.

Hina Mian
Hina Mian, Co-Founder of Future Factors AI

Hina is a marketing strategist with over a decade of hands-on campaign experience across B2B and consumer brands. She writes about using AI to run leaner, sharper marketing without losing the human touch. Future Factors helps professionals and teams build practical AI capability through role-based training, workflow design, and hands-on adoption.

More about Hina →

Frequently Asked Questions

Can I fix a whole deck with one prompt?

You can try, but one big request works against you. Gamma says changes from a single request are applied together, so you can’t keep the good edits and reject the bad ones. Splitting the work by kind of change and by section gives you something to review at each stage.

How many words should a slide have?

We don’t know of a research-backed maximum worth quoting. The 2013 study compared two designs, not a target. A more useful test is whether someone gets the point in five seconds, and whether you’d read the text aloud word for word. If you would, it belongs in the notes.

Does every slide need a full-sentence title?

No. Transition slides and section dividers often work better with a short label. The full claim belongs on slides that inform, prove, decide or ask. Screen reader navigation still needs a unique title on every slide, so don’t leave any blank.

What do I do when the AI's claim isn't supported by the slide?

That’s the point of the exercise. Soften the claim to what the slide shows, add the evidence, or move the slide to an appendix. Leaving the confident wording in place and hoping nobody asks is the one option to rule out.

Does this work in Canva or other tools I haven't seen mentioned?

The audit, claim titles and checklists work on the text and structure of the deck, so they don’t depend on a tool. What differs is how much a tool changes at once and whether it keeps your wording. We haven’t confirmed how Canva’s AI features handle presentations, so check its help pages first.

About This Article

Sources were read on October 8, 2026: Garner and Alley (2013), Mayer’s coherence principle chapter, Sweller’s redundancy principle chapter, Microsoft Support pages on editing with Copilot in PowerPoint, PowerPoint accessibility and alt text, Google’s help page on Gemini in Slides, Gamma’s help centre and the W3C’s WCAG 2.2 explanation of minimum contrast. Software features change, so confirm tool limits on the vendor’s page before you depend on them. The 2013 study used one topic and one student sample, and its two slide designs differed in more than titles. The one slide, one job test, the audit table and the rescue sequence are Future Factors working methods based on our own judgment, not research-validated models. The slide examples are formats to copy, with placeholders where your own figures belong.

Sources

  1. Garner, J. K., and Alley, M. P. “How the Design of Presentation Slides Affects Audience Comprehension: A Case for the Assertion-Evidence Approach.” International Journal of Engineering Education 29(6), 2013, pp. 1564-1579. 110 undergraduate engineering students; 21.2 vs 41.5 words per slide; essay score 9.39 vs 6.73; lower mental effort ratings. Read October 8, 2026. https://writing.engr.psu.edu/ae_comprehension.pdf
  2. Mayer, R. E. “Coherence Principle.” In Multimedia Learning, Cambridge University Press, 2001, ch. 7. Read October 8, 2026. https://www.cambridge.org/core/books/multimedia-learning/coherence-principle/4C1367F7716D91DE196CA8D319DF5FAD
  3. Sweller, J. “Redundancy Principle in Multimedia Learning.” In The Cambridge Handbook of Multimedia Learning, ed. R. E. Mayer, 2005, ch. 10. Read October 8, 2026. https://www.cambridge.org/core/books/cambridge-handbook-of-multimedia-learning/redundancy-principle-in-multimedia-learning/1CB52515DB655365BDBEBD85FEFD680A
  4. Microsoft Support. “Edit with Copilot in PowerPoint.” States that large or complex presentations may exceed system limits and that outputs may not be accurate or aligned with your intent. Read October 8, 2026. https://support.microsoft.com/en-us/powerpoint/edit-with-copilot-in-powerpoint
  5. Google Docs Editors Help. “Collaborate with Gemini in Google Slides.” States “You can only generate one slide at a time.” Read October 8, 2026. https://support.google.com/docs/answer/14207419?hl=en
  6. Gamma Help Center. “How do I edit my content with AI?” States that changes from a single request are applied together, and suggests “Keep my text exactly as written and only change the layout.” Read October 8, 2026. https://help.gamma.app/en/articles/8033284-can-i-edit-my-content-using-ai
  7. Microsoft Support. “Make your PowerPoint presentations accessible to people with disabilities.” Unique slide titles, Reading Order pane, 18pt or larger sans serif fonts, Review > Check Accessibility, link text. Read October 8, 2026. https://support.microsoft.com/en-us/accessibility/powerpoint/make-your-powerpoint-presentations-accessible-to-people-with-disabilities
  8. Microsoft Support. “Everything you need to know to write effective alt text.” Alt text length, conveying the insight for charts, marking decorative images. Read October 8, 2026. https://support.microsoft.com/en-gb/accessibility/office-accessibility/everything-you-need-to-know-to-write-effective-alt-text
  9. W3C. “Understanding Success Criterion 1.4.3: Contrast (Minimum),” WCAG 2.2. 4.5:1 for normal text, 3:1 for large-scale text (18 point or 14 point bold); 7:1 is the level AAA criterion 1.4.6. Read October 8, 2026. https://www.w3.org/WAI/WCAG22/Understanding/contrast-minimum.html

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